Soni Singh

Chitkara University

Papers

1

Total Citations

31

H-Index

1

About

Soni Singh is a researcher in artificial intelligence and machine learning, with a primary focus on the practical implementation and comparative analysis of ML algorithms. Her most-cited work, "Machine Learning Techniques and Implementation of Different ML Algorithms" (2021), has garnered 31 citations, establishing her as a contributor to foundational ML education and applied methodology. In this paper, Singh provides a comprehensive overview of how systems learn from examples to improve performance automatically, bridging theoretical concepts with hands-on algorithmic deployment. Her research emphasizes the transformative potential of ML in enabling computers to evolve through experience, a core principle driving modern AI systems. Singh’s work is particularly valuable for students and practitioners seeking clear, implementation-focused guidance on diverse ML techniques. By demystifying complex algorithms and their real-world applications, she has helped democratize access to machine learning knowledge. Her contributions reflect a commitment to making AI more accessible and practically deployable, supporting the next generation of researchers and engineers in building intelligent, self-improving systems.

Research Focus

Key Achievements

1
H-Index
1
Papers
31
Total Citations
31
Avg Citations/Paper
🏆 Most Cited Paper
Machine Learning Techniques and Implementation of Different ML Algorithms
31 citations · 2021
📈 Most Prolific Year: 2021 (1 Papers)
🤝 Key Collaborators: 2
🏛 Institutions: Chitkara University

Top Papers

  1. 1

Key Collaborators

Contact & Links

Available for collaboration
Content generated · 12 days ago